TypeError: not all arguments converted during string formatting
vaibhavpras opened this issue · comments
Hi, first of all thank you for this amazing tutorial and repo. Awesome work!
So I've been trying to generate a custom model similar to the code you have in /examples/hacker_news.py. I have my app.py shown below. I've set return_as_list to true. I get the list, remove unnecessary prefixes from each string in the list and return the list as JSON. This code throws an error which I have shows below. However, when I generate text locally without calling the API (ie. without the HTTPS requests involved), the code works perfectly without errors. I can't seem to figure out what I'm doing wrong. Highly appreciate any help.
app.py
from starlette.applications import Starlette
from starlette.responses import UJSONResponse
import gpt_2_simple as gpt2
import tensorflow as tf
import uvicorn
import os
import gc
app = Starlette(debug=False)
sess = gpt2.start_tf_sess(threads=1)
gpt2.load_gpt2(sess)
response_header = {
'Access-Control-Allow-Origin': '*'
}
generate_count = 0
@app.route('/', methods=['GET', 'POST', 'HEAD'])
async def homepage(request):
global generate_count
global sess
if request.method == 'GET':
params = request.query_params
elif request.method == 'POST':
params = await request.json()
elif request.method == 'HEAD':
return UJSONResponse({'text': ''},
headers=response_header)
text = gpt2.generate(sess,
length=55,
temperature=1.0,
top_k=int(params.get('top_k', 0)),
top_p=float(params.get('top_p', 0)),
prefix='<|startoftext|>' + params.get('prefix', ''),
truncate='<|endoftext|>',
include_prefix=True,
nsamples=params.get('nsamples', 1),
return_as_list=True
)
for x in text:
x = x.replace('<|startoftext|>', '')
x = x.replace('<|endoftext|>', '')
x = x.replace(' ', ' ')
generate_count += 1
if generate_count == 8:
# Reload model to prevent Graph/Session from going OOM
tf.reset_default_graph()
sess.close()
sess = gpt2.start_tf_sess(threads=1)
gpt2.load_gpt2(sess)
generate_count = 0
gc.collect()
return UJSONResponse({'text_list': text})
if __name__ == '__main__':
uvicorn.run(app, host='0.0.0.0', port=int(os.environ.get('PORT', 8080)))
Error:
`Traceback (most recent call last): File "/usr/local/lib/python3.7/site-packages/uvicorn/protocols/http/httptools_impl.py", line 385, in run_asgi result = await app(self.scope, self.receive, self.send) File "/usr/local/lib/python3.7/site-packages/uvicorn/middleware/proxy_headers.py", line 45, in __call__ return await self.app(scope, receive, send) File "/usr/local/lib/python3.7/site-packages/starlette/applications.py", line 102, in __call__ await self.middleware_stack(scope, receive, send) File "/usr/local/lib/python3.7/site-packages/starlette/middleware/errors.py", line 181, in __call__ raise exc from None File "/usr/local/lib/python3.7/site-packages/starlette/middleware/errors.py", line 159, in __call__ await self.app(scope, receive, _send) File "/usr/local/lib/python3.7/site-packages/starlette/exceptions.py", line 82, in __call__ raise exc from None File "/usr/local/lib/python3.7/site-packages/starlette/exceptions.py", line 71, in __call__ await self.app(scope, receive, sender) File "/usr/local/lib/python3.7/site-packages/starlette/routing.py", line 550, in __call__ await route.handle(scope, receive, send) File "/usr/local/lib/python3.7/site-packages/starlette/routing.py", line 227, in handle await self.app(scope, receive, send) File "/usr/local/lib/python3.7/site-packages/starlette/routing.py", line 41, in app response = await func(request) File "app.py", line 44, in homepage nsamples=params.get('nsamples', 1), File "/usr/local/lib/python3.7/site-packages/gpt_2_simple/gpt_2.py", line 428, in generate assert nsamples % batch_size == 0 TypeError: not all arguments converted during string formatting